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Implementation of Machine Learning for Credit Card Fraud Detection using Logistic Regression and Gradient Boosting
Dinamik
Vol 31
, No 1
(2026)
Credit card fraud is a critical issue in digital financial transactions. This study aims to develop and evaluate fraud detection models using Logistic Regression and Gradient Boosting on an imbalanced dataset, where fraudulent transactions constitute only a small portion of the data. To address this imbalance, the Synthetic Minority Over-sampling Technique (SMOTE) was applied during preprocessing. Logistic Regression, used as a baseline model, achieved 95% accuracy, 78.6% precision, 55.9% recall...
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Analisis Deteksi Komunitas Louvain, Infomap, dan Walktrap pada Konstruksi Social Network Analysis Jaringan Undang-Undang Republik Indonesia 2014-2024
Al Amin, Imam Husni
; Wibisono, Setyawan
; Hadikurniawati, Wiwien
; Lestariningsih, Endang
; Eniyati, Sri
Dinamik
Vol 31
, No 1
(2026)
Penelitian ini mengevaluasi performa tiga algoritma deteksi komunitas Louvain, Infomap, dan Walktrap dalam konteks social network analysis pada jaringan undang-undang Republik Indonesia periode 2014–2024. Jaringan dibangun dari hubungan kutipan antar undang-undang Republik Indonesia pada rentang waktu antara tahun 2014 sampai dengan tahun 2024. Kutipan antar undang-undang diperoleh pada bagian “Mengingat” pada setiap undang-undang, menghasilkan sebuah konstruksi struktur graf berarah dan tak ber...
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Analisis Penerapan Data Mining Untuk Klasifikasi Penjualan Makanan Terlaris Menggunakan Algoritma Decision Tree (C4.5)
Falentina, Falerina Gita
; Wabdaron, Gabriel Yohan Yoseph
; Andiyani, Dwi
; Wondiwoi, Melki Sendoni
; Sutejo, Heru
; Falentina, Falerina Gita
; Wabdaron, Gabriel Yohan Yoseph
; Andiyani, Dwi
; Wondiwoi, Melki Sendoni
; Sutejo, Heru
JUISI : Jurnal Ilmiah Sistem Informasi
Vol 4
, No 2
(2026)
Sektor bisnis kuliner terus berkembang pesat, menciptakan kebutuhan yang kuat akan pengambilan keputusan berbasis data untuk mendukung efisiensi operasional. Penelitian ini bertujuan untuk mengklasifikasikan kinerja penjualan item menu di Warung Makan Lalapan Haris dengan menerapkan algoritma pohon keputusan C4.5 dan metodologi KDD. Sebanyak 500 data record yang berisi atribut seperti jenis menu, jumlah pelanggan, jumlah barang terjual, dan status penjualan diproses melalui beberapa tahap, melip...
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Developing Mathematical Language Literacy Skills Through the Use of Indonesian in Learning Real Analysis Courses
Absis: Mathematics Education Journal
Vol 7
, No 2
(2025)
The study's objectives are to: 1) ascertain the extent to which the teaching module aids in learning through the use of Indonesian in the Real Analysis course, and 2) ascertain the features of mathematical language literacy skills following participation in learning through the use of Indonesian in the Real Analysis course. This study used an experimental approach using Posttest-Only Control Design and True Experimental Designs research. Researchers administered an essay test consisting of up to...
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Pelatihan dan Pengenalan Komputer sebagai Upaya Meningkatkan Literasi Digital Anak-Anak dan Remaja di Desa Telang Sari
Karunia: Jurnal Hasil Pengabdian Masyarakat Indonesia
Vol 4
, No 4
(2025)
This community service activity aims to improve digital literacy among children and adolescents in Telang Sari Village through basic computer training and networking introduction. The main problem faced by the community is the low level of technological literacy caused by limited facilities and lack of access to structured computer education. This program was implemented during the Thematic Community Service Program (KKNT) by applying participatory and practical training methods. The activities...
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Pelatihan Pemasaran Digital untuk Meningkatkan Keterampilan Kewarganegaraan bagi Pelaku Usaha Marning Jagung di Kampung Dompilan Sukoharjo
Rahayu, Maria Helena Sri
; Harsan, Toni
; Murtiningsih, Ika
; Febriyanti, Ainnur
; Ainaning, Nariswari Salsabelia
Educate: Journal of Community Service in Education
Vol 5
, No 2
(2025)
Tujuan dari PMKBI ini adalah sebagai berikut mensosialisasikan media sosial dalam hal pemasaran bagi pengusaha marning jagung di kampung Dompilan. Memberdayakan kemampuan para pengusaha marning jagung jagung di kampung Dompilan melalui promosi yang menarik di sosial media. Menciptakan para pengusaha marning jagung di kampung Dompilan yang terampil dalam pemasaran melalui media sosial di era digital. Dari kegiatan ini luaran yang diharapkan adalah sebagai berikut Dengan adanya sosialisasi ini pen...
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RESEARCH TRENDS IN SMALL AND MEDIUM ENTERPRISES AND ECONOMIC GROWTH: A BIBLIOMETRIC STUDY
Stability: Journal of Management and Business
Vol 8
, No 2
(2025)
This study aims to conduct a bibliometric analysis of literature on Micro, Small, and Medium Enterprises (MSMEs) and economic growth. This study analyzes scientific publications indexed in the Scopus database for the period 2020-2025 to map publication trends, identify leading journals and authors, reveal collaboration patterns, analyze citation impact, and identify key research themes. The results show an increase in research activity in this field, with "Sustainability (Switzerland)" as the ma...
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WHEN RESOURCES ARE NOT ENOUGH: LOCAL KNOWLEDGE AS A KEY DRIVER OF SME’s PERFORMANCE
Ahmad Hafiyyan Shibghatalloh
; Arisanti Ayu Wardhani
; Hasan Aminda Syafrudin
; Achmad Solechan
; Albertus Setyo Sumargo
; Lubertus Wahyu Priyo Dwiantoro
Stability: Journal of Management and Business
Vol 8
, No 2
(2025)
This study aims to examine the relationships between resources, local knowledge, and SME’s performance by integrating the Resource-Based View and Knowledge-Based View perspectives. A quantitative cross-sectional approach was employed using primary data collected through a structured questionnaire. The study was conducted among batik MSMEs in Pekalongan, Central Java, Indonesia. A purposive sampling technique was applied with specific criteria. A total of 100 MSMEs were selected as the research s...
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APPLICATION OF THE DRILL AND PRACTICE METHOD IN IMPROVING THE WRITING ABILITY OF JAVANESE CHARACTER STUDENTS IN CLASS VIIIB OF SMP NEGERI 36 SEMARANG ACADEMIC YEAR 2023/2024
JISABDA: Jurnal Ilmiah Sastra dan Bahasa Daerah, serta Pengajarannya
Vol 6
, No 2
(2025)
This research was motivated by the low percentage of students' completeness in writing Javanese script skills in class VIII B of SMP Negeri 36 Semarang. The factors that cause students' low level of mastery in writing Javanese script are the use of learning methods that are still conventional so that the center of learning is the teacher which causes students to become less active, in addition to the students' view that Javanese script material is material that is very difficult to learn. This r...
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Analisis Implementasi Green Finance dan Kinerja Keuangan dalam Meningkatkan Profitabilitas Bank Umum Konvensional di Indonesia Periode 2020-2024
Lailatus Sa’adah
; Lilik Puji Lestari
; Friska Devita Sari
; Ahmad Ardi Hamzah
; Brian Dickson Argatumewa
Populer: Jurnal Penelitian Mahasiswa
Vol 4
, No 4
(2025)
This study aims to provide a comprehensive overview of the implementation of green finance and its relationship with the financial performance and profitability of banking institutions in Indonesia. Although sustainable finance policies have been continuously strengthened by regulators and stakeholders, the contribution of green financing to overall banking performance is still developing gradually, making it important to conduct a more focused and systematic analysis of its effectiveness. This...
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